Great formulary for statistics?

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I'm looking for a great formulay for statistics? Maybe along with a quick explanation for each formula.. there are so many for different scenarios that I find it confusing. Like for : Conditional probability and independence, random variables and expectations, binomial and related distributions, poisson distribution, normal distribution ( and several other distributions ) confidence intervals, tests, linear regression model, fitted model.. just for stuff like that. Help is appreciated!
 
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Hey XodoX

By formulay do you mean a book or website or some kind of course? I'm assuming english is not your first language?
 

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